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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Alterovitz, G. Xiang, M. Ramoni, M.F. |
| Copyright Year | 2007 |
| Description | Author affiliation: Massachusetts Inst. of Technol., Cambridge (Alterovitz, G.) |
| Abstract | With myriad information being generated from high-throughput experiments such as microarrays and sequencing technologies, an ever-increasing amount of data is being recorded and analyzed with the help of hierarchical ontologies, such as the gene ontology (GO). We have developed a novel framework- based on the well established foundations of information theory- that allows for the evaluation of new types of hypotheses. The framework, encapsulated in open biomedical ontology-based exploration and search (OBOES), has already been applied in the investigation of different kinds of questions. The resulting framework enables the new field of information theoretic ontology-based analysis. We have applied this framework to create methods to re-engineer ontologies, explore fundamental questions on the evolution of biological complexity, determine optimal ontology terms for bioinformatics analysis, and quantify the usefulness of biofluids as proxies for tissues/diseases. In each case, we found that our methods provide novel, significant findings. An open source Java implementation of OBOES is available at: http://oboes.sourceforge.net. |
| Starting Page | 16 |
| Ending Page | 19 |
| File Size | 2523139 |
| Page Count | 4 |
| File Format | |
| ISBN | 9780615153148 |
| DOI | 10.1109/ITA.2007.4357555 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2007-01-29 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | UCSD |
| Subject Keyword | Information Theory Genomics Humans Ontologies Hypothesis Testing Frequency Biochemistry Genetic communication Bioinformatics Biological information theory Information analysis Information theory |
| Content Type | Text |
| Resource Type | Article |
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